{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-08-24T07:37:11.268679Z",
     "start_time": "2024-08-24T07:37:10.972470Z"
    }
   },
   "source": "import pandas as pd",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:39:13.125533Z",
     "start_time": "2024-08-24T07:39:13.098603Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 读取数据\n",
    "movies = pd.read_csv(\n",
    "    \"../../data/movies.txt\",\n",
    "    sep=\"\\t\",\n",
    "    header=None,\n",
    "    names=[\"id\", \"name\", \"url\", \"directer\", \"screenwriter\", \"starring\", \"genre\", \"city\", \"language\", \"release_date\",\n",
    "           \"runtime\", \"score\", \"desc\"],\n",
    "    encoding=\"utf-8\"\n",
    ")\n",
    "movies"
   ],
   "id": "3b7ce05403b34860",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "          id       name                                         url  \\\n",
       "0    1292052     肖申克的救赎   https://movie.douban.com/subject/1292052/   \n",
       "1    1292722      泰坦尼克号   https://movie.douban.com/subject/1292722/   \n",
       "2    1291561       千与千寻   https://movie.douban.com/subject/1291561/   \n",
       "3    1295644    这个杀手不太冷   https://movie.douban.com/subject/1295644/   \n",
       "4    3541415       盗梦空间   https://movie.douban.com/subject/3541415/   \n",
       "5    1292064      楚门的世界   https://movie.douban.com/subject/1292064/   \n",
       "6    3011091    忠犬八公的故事   https://movie.douban.com/subject/3011091/   \n",
       "7    1292001      海上钢琴师   https://movie.douban.com/subject/1292001/   \n",
       "8    3793023    三傻大闹宝莱坞   https://movie.douban.com/subject/3793023/   \n",
       "9    2131459     机器人总动员   https://movie.douban.com/subject/2131459/   \n",
       "10  25662329      疯狂动物城  https://movie.douban.com/subject/25662329/   \n",
       "11   5912992         熔炉   https://movie.douban.com/subject/5912992/   \n",
       "12   6786002       触不可及   https://movie.douban.com/subject/6786002/   \n",
       "13   1849031     当幸福来敲门   https://movie.douban.com/subject/1849031/   \n",
       "14  20495023      寻梦环游记  https://movie.douban.com/subject/20495023/   \n",
       "15   1293172       末代皇帝   https://movie.douban.com/subject/1293172/   \n",
       "16   1291560         龙猫   https://movie.douban.com/subject/1291560/   \n",
       "17   1295038  哈利·波特与魔法石   https://movie.douban.com/subject/1295038/   \n",
       "18   1292365         活着   https://movie.douban.com/subject/1292365/   \n",
       "19   1851857   蝙蝠侠：黑暗骑士   https://movie.douban.com/subject/1851857/   \n",
       "20   1291552  指环王3：王者无敌   https://movie.douban.com/subject/1291552/   \n",
       "21   1300267       乱世佳人   https://movie.douban.com/subject/1300267/   \n",
       "22   2129039      飞屋环游记   https://movie.douban.com/subject/2129039/   \n",
       "23  21937452         素媛  https://movie.douban.com/subject/21937452/   \n",
       "24   1308807    哈尔的移动城堡   https://movie.douban.com/subject/1308807/   \n",
       "25   1293182       十二怒汉   https://movie.douban.com/subject/1293182/   \n",
       "26   3742360       让子弹飞   https://movie.douban.com/subject/3742360/   \n",
       "27  30170448       何以为家  https://movie.douban.com/subject/30170448/   \n",
       "28  25958717      海蒂和爷爷  https://movie.douban.com/subject/25958717/   \n",
       "29  26387939     摔跤吧！爸爸  https://movie.douban.com/subject/26387939/   \n",
       "30   1291858       鬼子来了   https://movie.douban.com/subject/1291858/   \n",
       "31   1929463   少年派的奇幻漂流   https://movie.douban.com/subject/1929463/   \n",
       "32   1296736        钢琴家   https://movie.douban.com/subject/1296736/   \n",
       "33   1299398  大话西游之月光宝盒   https://movie.douban.com/subject/1299398/   \n",
       "34   1298624      闻香识女人   https://movie.douban.com/subject/1298624/   \n",
       "\n",
       "               directer                                       screenwriter  \\\n",
       "0              弗兰克·德拉邦特                                     弗兰克·德拉邦特|斯蒂芬·金   \n",
       "1               詹姆斯·卡梅隆                                            詹姆斯·卡梅隆   \n",
       "2                   宫崎骏                                                宫崎骏   \n",
       "3                 吕克·贝松                                              吕克·贝松   \n",
       "4              克里斯托弗·诺兰                                           克里斯托弗·诺兰   \n",
       "5                 彼得·威尔                                            安德鲁·尼科尔   \n",
       "6              拉斯·霍尔斯道姆                                      斯蒂芬·P·林赛|新藤兼人   \n",
       "7              朱塞佩·托纳多雷                                 亚历山德罗·巴里科|朱塞佩·托纳多雷   \n",
       "8             拉吉库马尔·希拉尼                      维德胡·维诺德·乔普拉|拉吉库马尔·希拉尼|阿希贾特·乔希   \n",
       "9               安德鲁·斯坦顿                              安德鲁·斯坦顿|吉姆·里尔顿|彼特·道格特   \n",
       "10  拜伦·霍华德|瑞奇·摩尔|杰拉德·布什   拜伦·霍华德|瑞奇·摩尔|杰拉德·布什|吉姆·里尔顿|乔西·特立尼达|菲尔·约翰斯顿|珍妮弗·李   \n",
       "11                  黄东赫                                            黄东赫|孔枝泳   \n",
       "12    奥利维埃·纳卡什|埃里克·托莱达诺                                  奥利维埃·纳卡什|埃里克·托莱达诺   \n",
       "13            加布里埃莱·穆奇诺                                            斯蒂夫·康拉德   \n",
       "14      李·昂克里奇|阿德里安·莫利纳                     阿德里安·莫利纳|马修·奥尔德里奇|李·昂克里奇|詹森·卡茨   \n",
       "15            贝纳尔多·贝托鲁奇                                   贝纳尔多·贝托鲁奇|马克·派普罗   \n",
       "16                  宫崎骏                                                宫崎骏   \n",
       "17              克里斯·哥伦布                                    史蒂夫·克洛夫斯|J·K·罗琳   \n",
       "18                  张艺谋                                              芦苇|余华   \n",
       "19             克里斯托弗·诺兰                            乔纳森·诺兰|克里斯托弗·诺兰|大卫·S·高耶   \n",
       "20               彼得·杰克逊                    弗兰·威尔士|菲利帕·鲍恩斯|彼得·杰克逊|J.R.R.托尔金   \n",
       "21  维克多·弗莱明|乔治·库克|山姆·伍德  玛格丽特·米切尔|西德尼·霍华德|奥利弗·H·P·加勒特|本·赫克特|乔·斯沃林|约翰·范·德鲁登   \n",
       "22        彼特·道格特|鲍勃·彼德森                               彼特·道格特|鲍勃·彼德森|汤姆·麦卡锡   \n",
       "23                  李濬益                                        金智慧|曹重勋|金成旭   \n",
       "24                  宫崎骏                                                宫崎骏   \n",
       "25              西德尼·吕美特                                            雷金纳德·罗斯   \n",
       "26                   姜文                           朱苏进|述平|姜文|郭俊立|危笑|李不空|马识途   \n",
       "27               娜丁·拉巴基           娜丁·拉巴基|吉哈德·霍加里|米歇尔·凯塞尔瓦尼|乔治斯·哈巴兹|哈立德·穆扎纳   \n",
       "28              阿兰·葛斯彭纳                               约翰娜·斯比丽|佩特拉·比翁迪娜·沃尔普   \n",
       "29               涅提·蒂瓦里                      比于什·古普塔|施热亚·简|尼基尔·麦罗特拉|涅提·蒂瓦里   \n",
       "30                   姜文                                      姜文|史建全|述平|尤凤伟   \n",
       "31                   李安                                        扬·马特尔|大卫·麦基   \n",
       "32              罗曼·波兰斯基                                            罗纳德·哈伍德   \n",
       "33                  刘镇伟                                            刘镇伟|吴承恩   \n",
       "34              马丁·布莱斯特                                     博·古德曼|乔瓦尼·阿尔皮诺   \n",
       "\n",
       "                                             starring           genre  \\\n",
       "0   蒂姆·罗宾斯|摩根·弗里曼|鲍勃·冈顿|威廉姆·赛德勒|克兰西·布朗|吉尔·贝罗斯|马克·罗...           剧情|犯罪   \n",
       "1   莱昂纳多·迪卡普里奥|凯特·温斯莱特|比利·赞恩|凯西·贝茨|弗兰西丝·费舍|格劳瑞亚·斯图...        剧情|爱情|灾难   \n",
       "2   柊瑠美|入野自由|夏木真理|菅原文太|中村彰男|玉井夕海|神木隆之介|内藤刚志|泽口靖子|我...        剧情|动画|奇幻   \n",
       "3   让·雷诺|娜塔莉·波特曼|加里·奥德曼|丹尼·爱罗|彼得·阿佩尔|迈克尔·巴达鲁科|艾伦·格...        剧情|动作|犯罪   \n",
       "4   莱昂纳多·迪卡普里奥|约瑟夫·高登-莱维特|艾利奥特·佩吉|汤姆·哈迪|渡边谦|迪利普·劳|...     剧情|科幻|悬疑|冒险   \n",
       "5                 金·凯瑞|劳拉·琳妮|艾德·哈里斯|诺亚·艾默里奇|娜塔莎·麦克艾霍恩           剧情|科幻   \n",
       "6   理查·基尔|莎拉·罗默尔|琼·艾伦|罗比·萨布莱特|艾瑞克·阿瓦利|田川洋行|杰森·亚历山大...              剧情   \n",
       "7   蒂姆·罗斯|普路特·泰勒·文斯|比尔·努恩|克兰伦斯·威廉姆斯三世|梅兰尼·蒂埃里|皮特·沃...           剧情|音乐   \n",
       "8   阿米尔·汗|卡琳娜·卡普尔|马达范|沙尔曼·乔希|奥米·瓦依达|博曼·伊拉尼|莫娜·辛格|拉...     剧情|喜剧|爱情|歌舞   \n",
       "9   本·贝尔特|艾丽莎·奈特|杰夫·格尔林|佛莱德·威拉特|西格妮·韦弗|MacInTalk|约...        科幻|动画|冒险   \n",
       "10  金妮弗·古德温|杰森·贝特曼|伊德瑞斯·艾尔巴|珍妮·斯蕾特|内特·托伦斯|邦尼·亨特|唐·...        喜剧|动画|冒险   \n",
       "11  孔刘|郑有美|金贤秀|郑仁絮|白承焕|张光|金民尚|林贤成|金周灵|严孝燮|全国焕|崔镇浩|...              剧情   \n",
       "12  弗朗索瓦·克鲁塞|奥玛·希|安娜·勒尼|奥德雷·弗勒罗|约瑟芬娜·德·摩|克洛蒂尔德·莫莱特...           剧情|喜剧   \n",
       "13  威尔·史密斯|贾登·史密斯|坦迪·牛顿|布莱恩·豪威 |詹姆斯·凯伦|丹·卡斯泰兰尼塔|柯特...        剧情|家庭|传记   \n",
       "14  安东尼·冈萨雷斯|盖尔·加西亚·贝纳尔|本杰明·布拉特|阿兰娜·乌巴赫|芮妮·维克托|杰米·...     喜剧|动画|音乐|奇幻   \n",
       "15  尊龙|陈冲|邬君梅|彼得·奥图尔|英若诚|吴涛|黄自强|丹尼斯·邓|坂本龙一|马吉·汉|里克...        剧情|传记|历史   \n",
       "16  日高范子|坂本千夏|糸井重里|岛本须美|北林谷荣|高木均|雨笠利幸|丸山裕子|广濑正志|鹫尾...        动画|奇幻|冒险   \n",
       "17  丹尼尔·雷德克里夫|艾玛·沃森|鲁伯特·格林特|艾伦·瑞克曼|玛吉·史密斯|汤姆·费尔顿|伊...           奇幻|冒险   \n",
       "18  葛优|巩俐|姜武|牛犇|郭涛|张璐|倪大红|肖聪|董飞|刘天池|董立范|黄宗洛|刘燕瑾|李连...        剧情|家庭|历史   \n",
       "19  克里斯蒂安·贝尔|希斯·莱杰|艾伦·艾克哈特|迈克尔·凯恩|玛吉·吉伦哈尔|加里·奥德曼|摩...  剧情|动作|科幻|惊悚|犯罪   \n",
       "20  伊利亚·伍德|西恩·奥斯汀|维果·莫腾森|奥兰多·布鲁姆|伊恩·麦克莱恩|肖恩·宾|多米尼克...     剧情|动作|奇幻|冒险   \n",
       "21  费雯·丽|克拉克·盖博|奥利维娅·德哈维兰|托马斯·米切尔|芭芭拉·欧内尔|伊夫林·凯耶斯|...     剧情|爱情|历史|战争   \n",
       "22  爱德华·阿斯纳|克里斯托弗·普卢默|乔丹·长井|鲍勃·彼德森|德尔罗伊·林多|杰罗姆·兰福特...     剧情|喜剧|动画|冒险   \n",
       "23                     薛景求|严志媛|李来|金海淑|金相镐|罗美兰|杨真诚|权泰元              剧情   \n",
       "24  倍赏千惠子|木村拓哉|美轮明宏|我修院达也|神木隆之介|伊崎充则|大泉洋|大塚明夫|原田大二...     爱情|动画|奇幻|冒险   \n",
       "25  亨利·方达|马丁·鲍尔萨姆|约翰·菲德勒|李·科布|E.G.马绍尔|杰克·克卢格曼|爱德华·...              剧情   \n",
       "26  姜文|葛优|周润发|刘嘉玲|陈坤|张默|姜武|周韵|廖凡|姚橹|邵兵|苗圃|冯小刚|胡军|马...     剧情|喜剧|动作|西部   \n",
       "27  赞恩·阿尔·拉菲亚|约丹诺斯·希费罗|博鲁瓦蒂夫·特雷杰·班科尔|卡萨尔·艾尔·哈达德|法迪...              剧情   \n",
       "28  阿努克·斯特芬|布鲁诺·冈茨|昆林·艾格匹|安娜·申茨|伊莎贝尔·奥特曼|莉莲·奈福|彼得·...        剧情|家庭|冒险   \n",
       "29  阿米尔·汗|法缇玛·萨那·纱卡|桑亚·玛荷塔|阿帕尔夏克提·库拉那|沙克希·坦沃|塞伊拉·沃...     剧情|家庭|传记|运动   \n",
       "30  姜文|香川照之|袁丁|姜宏波|丛志军|李丛喜|泽田谦也|李海滨|蔡卫东|陈述|陈莲梅|史建全...           剧情|喜剧   \n",
       "31  苏拉·沙玛|伊尔凡·可汗|拉菲·斯波|阿迪勒·侯赛因|塔布|阿尤什·坦东|加塔姆·贝鲁尔|阿...        剧情|奇幻|冒险   \n",
       "32  阿德里安·布罗迪|托马斯·克莱舒曼|艾米莉娅·福克斯|米哈乌·热布罗夫斯基|埃德·斯托帕德|...     剧情|音乐|传记|战争   \n",
       "33         周星驰|吴孟达|罗家英|蓝洁瑛|莫文蔚|江约诚|陆树铭|刘镇伟|朱茵|李健仁|李宝龙     喜剧|爱情|奇幻|古装   \n",
       "34  阿尔·帕西诺|克里斯·奥唐纳|詹姆斯·瑞布霍恩|加布里埃尔·安瓦尔|菲利普·塞默·霍夫曼|理...              剧情   \n",
       "\n",
       "                     city                 language  \\\n",
       "0                      美国                       英语   \n",
       "1                  美国|墨西哥            英语|意大利语|德语|俄语   \n",
       "2                      日本                       日语   \n",
       "3                   法国|美国               英语|意大利语|法语   \n",
       "4                   美国|英国                 英语|日语|法语   \n",
       "5                      美国                       英语   \n",
       "6                   美国|英国                    英语|日语   \n",
       "7                     意大利               英语|法语|意大利语   \n",
       "8                      印度              印地语|乌尔都语|英语   \n",
       "9                      美国                       英语   \n",
       "10                     美国                   英语|挪威语   \n",
       "11                     韩国                       韩语   \n",
       "12                     法国                       法语   \n",
       "13                     美国                    英语|粤语   \n",
       "14                     美国                  英语|西班牙语   \n",
       "15         英国|意大利|中国大陆|法国              英语|汉语普通话|日语   \n",
       "16                     日本                       日语   \n",
       "17                  美国|英国                       英语   \n",
       "18              中国大陆|中国香港                    汉语普通话   \n",
       "19                  美国|英国                 英语|汉语普通话   \n",
       "20                 美国|新西兰          英语|昆雅语|古英语|辛达林语   \n",
       "21                     美国                       英语   \n",
       "22                     美国                       英语   \n",
       "23                     韩国                       韩语   \n",
       "24                     日本                       日语   \n",
       "25                     美国                       英语   \n",
       "26              中国大陆|中国香港            汉语普通话|四川话|山西话   \n",
       "27  黎巴嫩|美国|法国|塞浦路斯|卡塔尔|英国               阿拉伯语|阿姆哈拉语   \n",
       "28                  德国|瑞士              南非语|德语|瑞士德语   \n",
       "29                     印度                   印地语|英语   \n",
       "30                   中国大陆             汉语普通话|日语|唐山话   \n",
       "31         美国|中国台湾|英国|加拿大  英语|泰米尔语|法语|日语|印地语|汉语普通话   \n",
       "32         英国|法国|波兰|德国|美国                 英语|德语|俄语   \n",
       "33              中国香港|中国大陆                 粤语|汉语普通话   \n",
       "34                     美国                       英语   \n",
       "\n",
       "                                         release_date      runtime  score  \\\n",
       "0                   1994-09-10(多伦多电影节)|1994-10-14(美国)        142分钟    9.7   \n",
       "1   1998-04-03(中国大陆)|2023-04-03(中国大陆重映)|1997-11-01...        194分钟    9.5   \n",
       "2                     2019-06-21(中国大陆)|2001-07-20(日本)        125分钟    9.4   \n",
       "3                                      1994-09-14(法国)   110分钟(剧场版)    9.4   \n",
       "4   2010-09-01(中国大陆)|2020-08-28(中国大陆重映)|2010-07-16...        148分钟    9.4   \n",
       "5                                      1998-06-05(美国)        103分钟    9.4   \n",
       "6                   2009-06-13(西雅图电影节)|2010-03-12(英国)         93分钟    9.4   \n",
       "7                    2019-11-15(中国大陆)|1998-10-28(意大利)        165分钟    9.3   \n",
       "8                     2011-12-08(中国大陆)|2009-12-25(印度)    171分钟(印度)    9.2   \n",
       "9                                      2008-06-27(美国)         98分钟    9.3   \n",
       "10             2016-03-04(中国大陆/美国)|2020-07-24(中国大陆重映)  109分钟(中国大陆)    9.2   \n",
       "11                                     2011-09-22(韩国)        125分钟    9.3   \n",
       "12                                     2011-11-02(法国)        112分钟    9.3   \n",
       "13  2008-01-17(中国大陆)|2020-07-20(中国大陆重映)|2006-12-15...        117分钟    9.2   \n",
       "14  2017-11-24(中国大陆)|2020-07-20(中国大陆重映)|2017-11-22...        105分钟    9.1   \n",
       "15                1987-10-04(东京国际电影节)|1987-10-23(意大利)        163分钟    9.3   \n",
       "16                    2018-12-14(中国大陆)|1988-04-16(日本)         86分钟    9.2   \n",
       "17  2002-01-26(中国大陆)|2020-08-14(中国大陆重映)|2001-11-04...        152分钟    9.2   \n",
       "18                 1994-06-30(中国香港)|1994-05-17(戛纳电影节)        132分钟    9.3   \n",
       "19                    2008-07-14(纽约首映)|2008-07-18(美国)        152分钟    9.2   \n",
       "20  2004-03-12(中国大陆)|2021-05-14(中国大陆重映)|2003-12-17...        201分钟    9.3   \n",
       "21                                     1939-12-15(美国)        233分钟    9.3   \n",
       "22  2009-08-04(中国大陆)|2009-05-13(戛纳电影节)|2009-05-29(美国)         96分钟    9.1   \n",
       "23                                     2013-10-02(韩国)        122分钟    9.3   \n",
       "24  2024-04-30(中国大陆)|2004-09-05(威尼斯电影节)|2004-11-20...        119分钟    9.1   \n",
       "25                                     1957-04-10(美国)         96分钟    9.4   \n",
       "26                                   2010-12-16(中国大陆)        132分钟    9.0   \n",
       "27  2019-04-29(中国大陆)|2018-05-17(戛纳电影节)|2018-09-20(...        126分钟    9.1   \n",
       "28                    2019-05-16(中国大陆)|2015-12-10(德国)        111分钟    9.3   \n",
       "29                    2017-05-05(中国大陆)|2016-12-23(印度)    161分钟(印度)    9.0   \n",
       "30                   2000-05-12(戛纳电影节)|2002-04-27(日本)        139分钟    9.3   \n",
       "31  2012-11-22(中国大陆)|2012-09-28(纽约电影节)|2012-11-21(美国)        127分钟    9.1   \n",
       "32                   2002-05-24(戛纳电影节)|2002-09-25(法国)        149分钟    9.3   \n",
       "33                  2014-10-24(中国大陆)|1995-01-21(中国香港)         88分钟    9.0   \n",
       "34                                     1992-12-23(美国)       157 分钟    9.1   \n",
       "\n",
       "                                                 desc  \n",
       "0   一场谋杀案使银行家安迪（蒂姆•罗宾斯TimRobbins饰）蒙冤入狱，谋杀妻子及其情人的指控...  \n",
       "1   1912年4月10日，号称“世界工业史上的奇迹”的豪华客轮泰坦尼克号开始了自己的处女航，从英...  \n",
       "2   千寻和爸爸妈妈一同驱车前往新家，在郊外的小路上不慎进入了神秘的隧道——他们去到了另外一个诡异...  \n",
       "3   里昂（让·雷诺饰）是名孤独的职业杀手，受人雇佣。一天，邻居家小姑娘马蒂尔达（纳塔丽·波特曼饰...  \n",
       "4   道姆·柯布（莱昂纳多·迪卡普里奥LeonardoDiCaprio饰）与同事阿瑟（约瑟夫·戈登...  \n",
       "5   楚门（金•凯瑞JimCarrey饰）是一个平凡得不能再平凡的人，除了一些有些稀奇的经历之外—...  \n",
       "6   八公（Forest饰）是一条谜一样的犬，因为没有人知道它从哪里来。教授帕克（理查·基尔Ric...  \n",
       "7   本片讲述了一个钢琴天才传奇的一生。1900年，Virginian号豪华邮轮上，一个孤儿被遗弃...  \n",
       "8   本片根据印度畅销书作家奇坦·巴哈特（ChetanBhagat）的处女作小说《五点人》（Fiv...  \n",
       "9   公元2805年，人类文明高度发展，却因污染和生活垃圾大量增加使得地球不再适于人类居住。地球人...  \n",
       "10  故事发生在一个所有哺乳类动物和谐共存的美好世界中，兔子朱迪（金妮弗·古德温GinniferG...  \n",
       "11  来自首尔的哑语美术老师仁浩（孔宥饰）来到雾津，应聘慈爱聋哑人学校。天降大雾，他意外撞车，维修...  \n",
       "12  因为一次跳伞事故，白人富翁菲利普Philippe（弗朗索瓦·克鲁塞FrançoisCluze...  \n",
       "13  克里斯•加纳（威尔·史密斯WillSmith饰）用尽全部积蓄买下了高科技治疗仪，到处向医院推...  \n",
       "14  热爱音乐的米格尔（安东尼·冈萨雷兹AnthonyGonzalez配音）不幸地出生在一个视音乐...  \n",
       "15  溥仪（尊龙饰）的一生在电影中娓娓道来。他从三岁起登基，年幼的眼光中只有大臣身上的一只蝈蝈，江...  \n",
       "16  小月的母亲生病住院了，父亲带着她与四岁的妹妹小梅到乡间的居住。她们对那里的环境都感到十分新奇...  \n",
       "17  哈利波特是一个孤儿，从小寄养在姨妈家，受尽欺凌。但就在哈利11岁生日的时候，他意外收到了霍格...  \n",
       "18  根据余华同名小说改编。富少福贵（葛优）嗜赌成性，妻子家珍（巩俐）屡劝无果后带着女儿凤霞离开了...  \n",
       "19  从亲眼目睹父母被人杀死的阴影中走出来的“蝙蝠侠”，经历了成长之后，已经不再是那个桀骜不的孤单...  \n",
       "20  魔幻战争逐渐进入高潮阶段。霍比特人佛罗多（伊利亚·伍德ElijahWood饰）携带着魔戒，与...  \n",
       "21  美国南北战争前夕，南方农场塔拉庄园的千金斯嘉丽（费雯·丽VivienLeigh饰）爱上了另一...  \n",
       "22  小男孩卡尔（CarlFredricksen）怀揣着对于冒险的热爱偶遇假小子艾丽（Ellie）...  \n",
       "23  她（李来饰）是一个美丽平凡的小女孩，和爸爸妈妈生活在位于街角的家中。家里经营着以她的名字素媛...  \n",
       "24  继母因无力负担生活，将苏菲和她的两个妹妹都送到了制帽店去当学徒。两个妹妹很快先后就离开了制帽...  \n",
       "25  一个在贫民窟长大的18岁少年因为涉嫌杀害自己的父亲被告上法庭，证人言之凿凿，各方面的证据都对...  \n",
       "26  民国年间，花钱捐得县长的马邦德（葛优饰）携妻（刘嘉玲饰）及随从走马上任。途经南国某地，遭劫匪...  \n",
       "27  法庭上，十二岁的男孩赞恩向法官状告他的亲生父母，原因是，他们给了他生命。是什么样的经历让一个...  \n",
       "28  孤儿海蒂（阿努克·斯特芬饰）被姨母迪蒂（安娜·希恩斯饰）送上了阿尔卑斯山，与远离小镇独居于高...  \n",
       "29  马哈维亚（阿米尔·汗AamirKhan饰）曾经是一名前途无量的摔跤运动员，在放弃了职业生涯后...  \n",
       "30  第二次世界大战期间，中国河北挂甲台村的农民马大三（姜文饰）在日本人的统治下过着平静的生活。一...  \n",
       "31  故事开始于蒙特娄，也结束于蒙特娄。一名在找寻灵感的作家（拉菲·斯波RafeSpall饰）无意...  \n",
       "32  史标曼（艾德里安•布洛迪AdrienBrody饰）是波兰一家电台的钢琴师。二战即将爆发之时，...  \n",
       "33  孙悟空（周星驰）护送唐三藏（罗家英）去西天取经路上，与牛魔王合谋欲杀害唐三藏，并偷走了月光宝...  \n",
       "34  查理（克里斯•奥唐纳ChrisO'Donnell饰）是一个普通的中学生，他因为见证着一件恶作...  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>url</th>\n",
       "      <th>directer</th>\n",
       "      <th>screenwriter</th>\n",
       "      <th>starring</th>\n",
       "      <th>genre</th>\n",
       "      <th>city</th>\n",
       "      <th>language</th>\n",
       "      <th>release_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>score</th>\n",
       "      <th>desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>https://movie.douban.com/subject/1292052/</td>\n",
       "      <td>弗兰克·德拉邦特</td>\n",
       "      <td>弗兰克·德拉邦特|斯蒂芬·金</td>\n",
       "      <td>蒂姆·罗宾斯|摩根·弗里曼|鲍勃·冈顿|威廉姆·赛德勒|克兰西·布朗|吉尔·贝罗斯|马克·罗...</td>\n",
       "      <td>剧情|犯罪</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>1994-09-10(多伦多电影节)|1994-10-14(美国)</td>\n",
       "      <td>142分钟</td>\n",
       "      <td>9.7</td>\n",
       "      <td>一场谋杀案使银行家安迪（蒂姆•罗宾斯TimRobbins饰）蒙冤入狱，谋杀妻子及其情人的指控...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1292722</td>\n",
       "      <td>泰坦尼克号</td>\n",
       "      <td>https://movie.douban.com/subject/1292722/</td>\n",
       "      <td>詹姆斯·卡梅隆</td>\n",
       "      <td>詹姆斯·卡梅隆</td>\n",
       "      <td>莱昂纳多·迪卡普里奥|凯特·温斯莱特|比利·赞恩|凯西·贝茨|弗兰西丝·费舍|格劳瑞亚·斯图...</td>\n",
       "      <td>剧情|爱情|灾难</td>\n",
       "      <td>美国|墨西哥</td>\n",
       "      <td>英语|意大利语|德语|俄语</td>\n",
       "      <td>1998-04-03(中国大陆)|2023-04-03(中国大陆重映)|1997-11-01...</td>\n",
       "      <td>194分钟</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1912年4月10日，号称“世界工业史上的奇迹”的豪华客轮泰坦尼克号开始了自己的处女航，从英...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1291561</td>\n",
       "      <td>千与千寻</td>\n",
       "      <td>https://movie.douban.com/subject/1291561/</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>柊瑠美|入野自由|夏木真理|菅原文太|中村彰男|玉井夕海|神木隆之介|内藤刚志|泽口靖子|我...</td>\n",
       "      <td>剧情|动画|奇幻</td>\n",
       "      <td>日本</td>\n",
       "      <td>日语</td>\n",
       "      <td>2019-06-21(中国大陆)|2001-07-20(日本)</td>\n",
       "      <td>125分钟</td>\n",
       "      <td>9.4</td>\n",
       "      <td>千寻和爸爸妈妈一同驱车前往新家，在郊外的小路上不慎进入了神秘的隧道——他们去到了另外一个诡异...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1295644</td>\n",
       "      <td>这个杀手不太冷</td>\n",
       "      <td>https://movie.douban.com/subject/1295644/</td>\n",
       "      <td>吕克·贝松</td>\n",
       "      <td>吕克·贝松</td>\n",
       "      <td>让·雷诺|娜塔莉·波特曼|加里·奥德曼|丹尼·爱罗|彼得·阿佩尔|迈克尔·巴达鲁科|艾伦·格...</td>\n",
       "      <td>剧情|动作|犯罪</td>\n",
       "      <td>法国|美国</td>\n",
       "      <td>英语|意大利语|法语</td>\n",
       "      <td>1994-09-14(法国)</td>\n",
       "      <td>110分钟(剧场版)</td>\n",
       "      <td>9.4</td>\n",
       "      <td>里昂（让·雷诺饰）是名孤独的职业杀手，受人雇佣。一天，邻居家小姑娘马蒂尔达（纳塔丽·波特曼饰...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3541415</td>\n",
       "      <td>盗梦空间</td>\n",
       "      <td>https://movie.douban.com/subject/3541415/</td>\n",
       "      <td>克里斯托弗·诺兰</td>\n",
       "      <td>克里斯托弗·诺兰</td>\n",
       "      <td>莱昂纳多·迪卡普里奥|约瑟夫·高登-莱维特|艾利奥特·佩吉|汤姆·哈迪|渡边谦|迪利普·劳|...</td>\n",
       "      <td>剧情|科幻|悬疑|冒险</td>\n",
       "      <td>美国|英国</td>\n",
       "      <td>英语|日语|法语</td>\n",
       "      <td>2010-09-01(中国大陆)|2020-08-28(中国大陆重映)|2010-07-16...</td>\n",
       "      <td>148分钟</td>\n",
       "      <td>9.4</td>\n",
       "      <td>道姆·柯布（莱昂纳多·迪卡普里奥LeonardoDiCaprio饰）与同事阿瑟（约瑟夫·戈登...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1292064</td>\n",
       "      <td>楚门的世界</td>\n",
       "      <td>https://movie.douban.com/subject/1292064/</td>\n",
       "      <td>彼得·威尔</td>\n",
       "      <td>安德鲁·尼科尔</td>\n",
       "      <td>金·凯瑞|劳拉·琳妮|艾德·哈里斯|诺亚·艾默里奇|娜塔莎·麦克艾霍恩</td>\n",
       "      <td>剧情|科幻</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>1998-06-05(美国)</td>\n",
       "      <td>103分钟</td>\n",
       "      <td>9.4</td>\n",
       "      <td>楚门（金•凯瑞JimCarrey饰）是一个平凡得不能再平凡的人，除了一些有些稀奇的经历之外—...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3011091</td>\n",
       "      <td>忠犬八公的故事</td>\n",
       "      <td>https://movie.douban.com/subject/3011091/</td>\n",
       "      <td>拉斯·霍尔斯道姆</td>\n",
       "      <td>斯蒂芬·P·林赛|新藤兼人</td>\n",
       "      <td>理查·基尔|莎拉·罗默尔|琼·艾伦|罗比·萨布莱特|艾瑞克·阿瓦利|田川洋行|杰森·亚历山大...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>美国|英国</td>\n",
       "      <td>英语|日语</td>\n",
       "      <td>2009-06-13(西雅图电影节)|2010-03-12(英国)</td>\n",
       "      <td>93分钟</td>\n",
       "      <td>9.4</td>\n",
       "      <td>八公（Forest饰）是一条谜一样的犬，因为没有人知道它从哪里来。教授帕克（理查·基尔Ric...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1292001</td>\n",
       "      <td>海上钢琴师</td>\n",
       "      <td>https://movie.douban.com/subject/1292001/</td>\n",
       "      <td>朱塞佩·托纳多雷</td>\n",
       "      <td>亚历山德罗·巴里科|朱塞佩·托纳多雷</td>\n",
       "      <td>蒂姆·罗斯|普路特·泰勒·文斯|比尔·努恩|克兰伦斯·威廉姆斯三世|梅兰尼·蒂埃里|皮特·沃...</td>\n",
       "      <td>剧情|音乐</td>\n",
       "      <td>意大利</td>\n",
       "      <td>英语|法语|意大利语</td>\n",
       "      <td>2019-11-15(中国大陆)|1998-10-28(意大利)</td>\n",
       "      <td>165分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>本片讲述了一个钢琴天才传奇的一生。1900年，Virginian号豪华邮轮上，一个孤儿被遗弃...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3793023</td>\n",
       "      <td>三傻大闹宝莱坞</td>\n",
       "      <td>https://movie.douban.com/subject/3793023/</td>\n",
       "      <td>拉吉库马尔·希拉尼</td>\n",
       "      <td>维德胡·维诺德·乔普拉|拉吉库马尔·希拉尼|阿希贾特·乔希</td>\n",
       "      <td>阿米尔·汗|卡琳娜·卡普尔|马达范|沙尔曼·乔希|奥米·瓦依达|博曼·伊拉尼|莫娜·辛格|拉...</td>\n",
       "      <td>剧情|喜剧|爱情|歌舞</td>\n",
       "      <td>印度</td>\n",
       "      <td>印地语|乌尔都语|英语</td>\n",
       "      <td>2011-12-08(中国大陆)|2009-12-25(印度)</td>\n",
       "      <td>171分钟(印度)</td>\n",
       "      <td>9.2</td>\n",
       "      <td>本片根据印度畅销书作家奇坦·巴哈特（ChetanBhagat）的处女作小说《五点人》（Fiv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2131459</td>\n",
       "      <td>机器人总动员</td>\n",
       "      <td>https://movie.douban.com/subject/2131459/</td>\n",
       "      <td>安德鲁·斯坦顿</td>\n",
       "      <td>安德鲁·斯坦顿|吉姆·里尔顿|彼特·道格特</td>\n",
       "      <td>本·贝尔特|艾丽莎·奈特|杰夫·格尔林|佛莱德·威拉特|西格妮·韦弗|MacInTalk|约...</td>\n",
       "      <td>科幻|动画|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2008-06-27(美国)</td>\n",
       "      <td>98分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>公元2805年，人类文明高度发展，却因污染和生活垃圾大量增加使得地球不再适于人类居住。地球人...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>25662329</td>\n",
       "      <td>疯狂动物城</td>\n",
       "      <td>https://movie.douban.com/subject/25662329/</td>\n",
       "      <td>拜伦·霍华德|瑞奇·摩尔|杰拉德·布什</td>\n",
       "      <td>拜伦·霍华德|瑞奇·摩尔|杰拉德·布什|吉姆·里尔顿|乔西·特立尼达|菲尔·约翰斯顿|珍妮弗·李</td>\n",
       "      <td>金妮弗·古德温|杰森·贝特曼|伊德瑞斯·艾尔巴|珍妮·斯蕾特|内特·托伦斯|邦尼·亨特|唐·...</td>\n",
       "      <td>喜剧|动画|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语|挪威语</td>\n",
       "      <td>2016-03-04(中国大陆/美国)|2020-07-24(中国大陆重映)</td>\n",
       "      <td>109分钟(中国大陆)</td>\n",
       "      <td>9.2</td>\n",
       "      <td>故事发生在一个所有哺乳类动物和谐共存的美好世界中，兔子朱迪（金妮弗·古德温GinniferG...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5912992</td>\n",
       "      <td>熔炉</td>\n",
       "      <td>https://movie.douban.com/subject/5912992/</td>\n",
       "      <td>黄东赫</td>\n",
       "      <td>黄东赫|孔枝泳</td>\n",
       "      <td>孔刘|郑有美|金贤秀|郑仁絮|白承焕|张光|金民尚|林贤成|金周灵|严孝燮|全国焕|崔镇浩|...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>韩国</td>\n",
       "      <td>韩语</td>\n",
       "      <td>2011-09-22(韩国)</td>\n",
       "      <td>125分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>来自首尔的哑语美术老师仁浩（孔宥饰）来到雾津，应聘慈爱聋哑人学校。天降大雾，他意外撞车，维修...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6786002</td>\n",
       "      <td>触不可及</td>\n",
       "      <td>https://movie.douban.com/subject/6786002/</td>\n",
       "      <td>奥利维埃·纳卡什|埃里克·托莱达诺</td>\n",
       "      <td>奥利维埃·纳卡什|埃里克·托莱达诺</td>\n",
       "      <td>弗朗索瓦·克鲁塞|奥玛·希|安娜·勒尼|奥德雷·弗勒罗|约瑟芬娜·德·摩|克洛蒂尔德·莫莱特...</td>\n",
       "      <td>剧情|喜剧</td>\n",
       "      <td>法国</td>\n",
       "      <td>法语</td>\n",
       "      <td>2011-11-02(法国)</td>\n",
       "      <td>112分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>因为一次跳伞事故，白人富翁菲利普Philippe（弗朗索瓦·克鲁塞FrançoisCluze...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1849031</td>\n",
       "      <td>当幸福来敲门</td>\n",
       "      <td>https://movie.douban.com/subject/1849031/</td>\n",
       "      <td>加布里埃莱·穆奇诺</td>\n",
       "      <td>斯蒂夫·康拉德</td>\n",
       "      <td>威尔·史密斯|贾登·史密斯|坦迪·牛顿|布莱恩·豪威 |詹姆斯·凯伦|丹·卡斯泰兰尼塔|柯特...</td>\n",
       "      <td>剧情|家庭|传记</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语|粤语</td>\n",
       "      <td>2008-01-17(中国大陆)|2020-07-20(中国大陆重映)|2006-12-15...</td>\n",
       "      <td>117分钟</td>\n",
       "      <td>9.2</td>\n",
       "      <td>克里斯•加纳（威尔·史密斯WillSmith饰）用尽全部积蓄买下了高科技治疗仪，到处向医院推...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20495023</td>\n",
       "      <td>寻梦环游记</td>\n",
       "      <td>https://movie.douban.com/subject/20495023/</td>\n",
       "      <td>李·昂克里奇|阿德里安·莫利纳</td>\n",
       "      <td>阿德里安·莫利纳|马修·奥尔德里奇|李·昂克里奇|詹森·卡茨</td>\n",
       "      <td>安东尼·冈萨雷斯|盖尔·加西亚·贝纳尔|本杰明·布拉特|阿兰娜·乌巴赫|芮妮·维克托|杰米·...</td>\n",
       "      <td>喜剧|动画|音乐|奇幻</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语|西班牙语</td>\n",
       "      <td>2017-11-24(中国大陆)|2020-07-20(中国大陆重映)|2017-11-22...</td>\n",
       "      <td>105分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>热爱音乐的米格尔（安东尼·冈萨雷兹AnthonyGonzalez配音）不幸地出生在一个视音乐...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1293172</td>\n",
       "      <td>末代皇帝</td>\n",
       "      <td>https://movie.douban.com/subject/1293172/</td>\n",
       "      <td>贝纳尔多·贝托鲁奇</td>\n",
       "      <td>贝纳尔多·贝托鲁奇|马克·派普罗</td>\n",
       "      <td>尊龙|陈冲|邬君梅|彼得·奥图尔|英若诚|吴涛|黄自强|丹尼斯·邓|坂本龙一|马吉·汉|里克...</td>\n",
       "      <td>剧情|传记|历史</td>\n",
       "      <td>英国|意大利|中国大陆|法国</td>\n",
       "      <td>英语|汉语普通话|日语</td>\n",
       "      <td>1987-10-04(东京国际电影节)|1987-10-23(意大利)</td>\n",
       "      <td>163分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>溥仪（尊龙饰）的一生在电影中娓娓道来。他从三岁起登基，年幼的眼光中只有大臣身上的一只蝈蝈，江...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1291560</td>\n",
       "      <td>龙猫</td>\n",
       "      <td>https://movie.douban.com/subject/1291560/</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>日高范子|坂本千夏|糸井重里|岛本须美|北林谷荣|高木均|雨笠利幸|丸山裕子|广濑正志|鹫尾...</td>\n",
       "      <td>动画|奇幻|冒险</td>\n",
       "      <td>日本</td>\n",
       "      <td>日语</td>\n",
       "      <td>2018-12-14(中国大陆)|1988-04-16(日本)</td>\n",
       "      <td>86分钟</td>\n",
       "      <td>9.2</td>\n",
       "      <td>小月的母亲生病住院了，父亲带着她与四岁的妹妹小梅到乡间的居住。她们对那里的环境都感到十分新奇...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1295038</td>\n",
       "      <td>哈利·波特与魔法石</td>\n",
       "      <td>https://movie.douban.com/subject/1295038/</td>\n",
       "      <td>克里斯·哥伦布</td>\n",
       "      <td>史蒂夫·克洛夫斯|J·K·罗琳</td>\n",
       "      <td>丹尼尔·雷德克里夫|艾玛·沃森|鲁伯特·格林特|艾伦·瑞克曼|玛吉·史密斯|汤姆·费尔顿|伊...</td>\n",
       "      <td>奇幻|冒险</td>\n",
       "      <td>美国|英国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2002-01-26(中国大陆)|2020-08-14(中国大陆重映)|2001-11-04...</td>\n",
       "      <td>152分钟</td>\n",
       "      <td>9.2</td>\n",
       "      <td>哈利波特是一个孤儿，从小寄养在姨妈家，受尽欺凌。但就在哈利11岁生日的时候，他意外收到了霍格...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1292365</td>\n",
       "      <td>活着</td>\n",
       "      <td>https://movie.douban.com/subject/1292365/</td>\n",
       "      <td>张艺谋</td>\n",
       "      <td>芦苇|余华</td>\n",
       "      <td>葛优|巩俐|姜武|牛犇|郭涛|张璐|倪大红|肖聪|董飞|刘天池|董立范|黄宗洛|刘燕瑾|李连...</td>\n",
       "      <td>剧情|家庭|历史</td>\n",
       "      <td>中国大陆|中国香港</td>\n",
       "      <td>汉语普通话</td>\n",
       "      <td>1994-06-30(中国香港)|1994-05-17(戛纳电影节)</td>\n",
       "      <td>132分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>根据余华同名小说改编。富少福贵（葛优）嗜赌成性，妻子家珍（巩俐）屡劝无果后带着女儿凤霞离开了...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1851857</td>\n",
       "      <td>蝙蝠侠：黑暗骑士</td>\n",
       "      <td>https://movie.douban.com/subject/1851857/</td>\n",
       "      <td>克里斯托弗·诺兰</td>\n",
       "      <td>乔纳森·诺兰|克里斯托弗·诺兰|大卫·S·高耶</td>\n",
       "      <td>克里斯蒂安·贝尔|希斯·莱杰|艾伦·艾克哈特|迈克尔·凯恩|玛吉·吉伦哈尔|加里·奥德曼|摩...</td>\n",
       "      <td>剧情|动作|科幻|惊悚|犯罪</td>\n",
       "      <td>美国|英国</td>\n",
       "      <td>英语|汉语普通话</td>\n",
       "      <td>2008-07-14(纽约首映)|2008-07-18(美国)</td>\n",
       "      <td>152分钟</td>\n",
       "      <td>9.2</td>\n",
       "      <td>从亲眼目睹父母被人杀死的阴影中走出来的“蝙蝠侠”，经历了成长之后，已经不再是那个桀骜不的孤单...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1291552</td>\n",
       "      <td>指环王3：王者无敌</td>\n",
       "      <td>https://movie.douban.com/subject/1291552/</td>\n",
       "      <td>彼得·杰克逊</td>\n",
       "      <td>弗兰·威尔士|菲利帕·鲍恩斯|彼得·杰克逊|J.R.R.托尔金</td>\n",
       "      <td>伊利亚·伍德|西恩·奥斯汀|维果·莫腾森|奥兰多·布鲁姆|伊恩·麦克莱恩|肖恩·宾|多米尼克...</td>\n",
       "      <td>剧情|动作|奇幻|冒险</td>\n",
       "      <td>美国|新西兰</td>\n",
       "      <td>英语|昆雅语|古英语|辛达林语</td>\n",
       "      <td>2004-03-12(中国大陆)|2021-05-14(中国大陆重映)|2003-12-17...</td>\n",
       "      <td>201分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>魔幻战争逐渐进入高潮阶段。霍比特人佛罗多（伊利亚·伍德ElijahWood饰）携带着魔戒，与...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1300267</td>\n",
       "      <td>乱世佳人</td>\n",
       "      <td>https://movie.douban.com/subject/1300267/</td>\n",
       "      <td>维克多·弗莱明|乔治·库克|山姆·伍德</td>\n",
       "      <td>玛格丽特·米切尔|西德尼·霍华德|奥利弗·H·P·加勒特|本·赫克特|乔·斯沃林|约翰·范·德鲁登</td>\n",
       "      <td>费雯·丽|克拉克·盖博|奥利维娅·德哈维兰|托马斯·米切尔|芭芭拉·欧内尔|伊夫林·凯耶斯|...</td>\n",
       "      <td>剧情|爱情|历史|战争</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>1939-12-15(美国)</td>\n",
       "      <td>233分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>美国南北战争前夕，南方农场塔拉庄园的千金斯嘉丽（费雯·丽VivienLeigh饰）爱上了另一...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2129039</td>\n",
       "      <td>飞屋环游记</td>\n",
       "      <td>https://movie.douban.com/subject/2129039/</td>\n",
       "      <td>彼特·道格特|鲍勃·彼德森</td>\n",
       "      <td>彼特·道格特|鲍勃·彼德森|汤姆·麦卡锡</td>\n",
       "      <td>爱德华·阿斯纳|克里斯托弗·普卢默|乔丹·长井|鲍勃·彼德森|德尔罗伊·林多|杰罗姆·兰福特...</td>\n",
       "      <td>剧情|喜剧|动画|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>2009-08-04(中国大陆)|2009-05-13(戛纳电影节)|2009-05-29(美国)</td>\n",
       "      <td>96分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>小男孩卡尔（CarlFredricksen）怀揣着对于冒险的热爱偶遇假小子艾丽（Ellie）...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>21937452</td>\n",
       "      <td>素媛</td>\n",
       "      <td>https://movie.douban.com/subject/21937452/</td>\n",
       "      <td>李濬益</td>\n",
       "      <td>金智慧|曹重勋|金成旭</td>\n",
       "      <td>薛景求|严志媛|李来|金海淑|金相镐|罗美兰|杨真诚|权泰元</td>\n",
       "      <td>剧情</td>\n",
       "      <td>韩国</td>\n",
       "      <td>韩语</td>\n",
       "      <td>2013-10-02(韩国)</td>\n",
       "      <td>122分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>她（李来饰）是一个美丽平凡的小女孩，和爸爸妈妈生活在位于街角的家中。家里经营着以她的名字素媛...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1308807</td>\n",
       "      <td>哈尔的移动城堡</td>\n",
       "      <td>https://movie.douban.com/subject/1308807/</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>宫崎骏</td>\n",
       "      <td>倍赏千惠子|木村拓哉|美轮明宏|我修院达也|神木隆之介|伊崎充则|大泉洋|大塚明夫|原田大二...</td>\n",
       "      <td>爱情|动画|奇幻|冒险</td>\n",
       "      <td>日本</td>\n",
       "      <td>日语</td>\n",
       "      <td>2024-04-30(中国大陆)|2004-09-05(威尼斯电影节)|2004-11-20...</td>\n",
       "      <td>119分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>继母因无力负担生活，将苏菲和她的两个妹妹都送到了制帽店去当学徒。两个妹妹很快先后就离开了制帽...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1293182</td>\n",
       "      <td>十二怒汉</td>\n",
       "      <td>https://movie.douban.com/subject/1293182/</td>\n",
       "      <td>西德尼·吕美特</td>\n",
       "      <td>雷金纳德·罗斯</td>\n",
       "      <td>亨利·方达|马丁·鲍尔萨姆|约翰·菲德勒|李·科布|E.G.马绍尔|杰克·克卢格曼|爱德华·...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>1957-04-10(美国)</td>\n",
       "      <td>96分钟</td>\n",
       "      <td>9.4</td>\n",
       "      <td>一个在贫民窟长大的18岁少年因为涉嫌杀害自己的父亲被告上法庭，证人言之凿凿，各方面的证据都对...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3742360</td>\n",
       "      <td>让子弹飞</td>\n",
       "      <td>https://movie.douban.com/subject/3742360/</td>\n",
       "      <td>姜文</td>\n",
       "      <td>朱苏进|述平|姜文|郭俊立|危笑|李不空|马识途</td>\n",
       "      <td>姜文|葛优|周润发|刘嘉玲|陈坤|张默|姜武|周韵|廖凡|姚橹|邵兵|苗圃|冯小刚|胡军|马...</td>\n",
       "      <td>剧情|喜剧|动作|西部</td>\n",
       "      <td>中国大陆|中国香港</td>\n",
       "      <td>汉语普通话|四川话|山西话</td>\n",
       "      <td>2010-12-16(中国大陆)</td>\n",
       "      <td>132分钟</td>\n",
       "      <td>9.0</td>\n",
       "      <td>民国年间，花钱捐得县长的马邦德（葛优饰）携妻（刘嘉玲饰）及随从走马上任。途经南国某地，遭劫匪...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>30170448</td>\n",
       "      <td>何以为家</td>\n",
       "      <td>https://movie.douban.com/subject/30170448/</td>\n",
       "      <td>娜丁·拉巴基</td>\n",
       "      <td>娜丁·拉巴基|吉哈德·霍加里|米歇尔·凯塞尔瓦尼|乔治斯·哈巴兹|哈立德·穆扎纳</td>\n",
       "      <td>赞恩·阿尔·拉菲亚|约丹诺斯·希费罗|博鲁瓦蒂夫·特雷杰·班科尔|卡萨尔·艾尔·哈达德|法迪...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>黎巴嫩|美国|法国|塞浦路斯|卡塔尔|英国</td>\n",
       "      <td>阿拉伯语|阿姆哈拉语</td>\n",
       "      <td>2019-04-29(中国大陆)|2018-05-17(戛纳电影节)|2018-09-20(...</td>\n",
       "      <td>126分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>法庭上，十二岁的男孩赞恩向法官状告他的亲生父母，原因是，他们给了他生命。是什么样的经历让一个...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>25958717</td>\n",
       "      <td>海蒂和爷爷</td>\n",
       "      <td>https://movie.douban.com/subject/25958717/</td>\n",
       "      <td>阿兰·葛斯彭纳</td>\n",
       "      <td>约翰娜·斯比丽|佩特拉·比翁迪娜·沃尔普</td>\n",
       "      <td>阿努克·斯特芬|布鲁诺·冈茨|昆林·艾格匹|安娜·申茨|伊莎贝尔·奥特曼|莉莲·奈福|彼得·...</td>\n",
       "      <td>剧情|家庭|冒险</td>\n",
       "      <td>德国|瑞士</td>\n",
       "      <td>南非语|德语|瑞士德语</td>\n",
       "      <td>2019-05-16(中国大陆)|2015-12-10(德国)</td>\n",
       "      <td>111分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>孤儿海蒂（阿努克·斯特芬饰）被姨母迪蒂（安娜·希恩斯饰）送上了阿尔卑斯山，与远离小镇独居于高...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>26387939</td>\n",
       "      <td>摔跤吧！爸爸</td>\n",
       "      <td>https://movie.douban.com/subject/26387939/</td>\n",
       "      <td>涅提·蒂瓦里</td>\n",
       "      <td>比于什·古普塔|施热亚·简|尼基尔·麦罗特拉|涅提·蒂瓦里</td>\n",
       "      <td>阿米尔·汗|法缇玛·萨那·纱卡|桑亚·玛荷塔|阿帕尔夏克提·库拉那|沙克希·坦沃|塞伊拉·沃...</td>\n",
       "      <td>剧情|家庭|传记|运动</td>\n",
       "      <td>印度</td>\n",
       "      <td>印地语|英语</td>\n",
       "      <td>2017-05-05(中国大陆)|2016-12-23(印度)</td>\n",
       "      <td>161分钟(印度)</td>\n",
       "      <td>9.0</td>\n",
       "      <td>马哈维亚（阿米尔·汗AamirKhan饰）曾经是一名前途无量的摔跤运动员，在放弃了职业生涯后...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1291858</td>\n",
       "      <td>鬼子来了</td>\n",
       "      <td>https://movie.douban.com/subject/1291858/</td>\n",
       "      <td>姜文</td>\n",
       "      <td>姜文|史建全|述平|尤凤伟</td>\n",
       "      <td>姜文|香川照之|袁丁|姜宏波|丛志军|李丛喜|泽田谦也|李海滨|蔡卫东|陈述|陈莲梅|史建全...</td>\n",
       "      <td>剧情|喜剧</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>汉语普通话|日语|唐山话</td>\n",
       "      <td>2000-05-12(戛纳电影节)|2002-04-27(日本)</td>\n",
       "      <td>139分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>第二次世界大战期间，中国河北挂甲台村的农民马大三（姜文饰）在日本人的统治下过着平静的生活。一...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1929463</td>\n",
       "      <td>少年派的奇幻漂流</td>\n",
       "      <td>https://movie.douban.com/subject/1929463/</td>\n",
       "      <td>李安</td>\n",
       "      <td>扬·马特尔|大卫·麦基</td>\n",
       "      <td>苏拉·沙玛|伊尔凡·可汗|拉菲·斯波|阿迪勒·侯赛因|塔布|阿尤什·坦东|加塔姆·贝鲁尔|阿...</td>\n",
       "      <td>剧情|奇幻|冒险</td>\n",
       "      <td>美国|中国台湾|英国|加拿大</td>\n",
       "      <td>英语|泰米尔语|法语|日语|印地语|汉语普通话</td>\n",
       "      <td>2012-11-22(中国大陆)|2012-09-28(纽约电影节)|2012-11-21(美国)</td>\n",
       "      <td>127分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>故事开始于蒙特娄，也结束于蒙特娄。一名在找寻灵感的作家（拉菲·斯波RafeSpall饰）无意...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1296736</td>\n",
       "      <td>钢琴家</td>\n",
       "      <td>https://movie.douban.com/subject/1296736/</td>\n",
       "      <td>罗曼·波兰斯基</td>\n",
       "      <td>罗纳德·哈伍德</td>\n",
       "      <td>阿德里安·布罗迪|托马斯·克莱舒曼|艾米莉娅·福克斯|米哈乌·热布罗夫斯基|埃德·斯托帕德|...</td>\n",
       "      <td>剧情|音乐|传记|战争</td>\n",
       "      <td>英国|法国|波兰|德国|美国</td>\n",
       "      <td>英语|德语|俄语</td>\n",
       "      <td>2002-05-24(戛纳电影节)|2002-09-25(法国)</td>\n",
       "      <td>149分钟</td>\n",
       "      <td>9.3</td>\n",
       "      <td>史标曼（艾德里安•布洛迪AdrienBrody饰）是波兰一家电台的钢琴师。二战即将爆发之时，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1299398</td>\n",
       "      <td>大话西游之月光宝盒</td>\n",
       "      <td>https://movie.douban.com/subject/1299398/</td>\n",
       "      <td>刘镇伟</td>\n",
       "      <td>刘镇伟|吴承恩</td>\n",
       "      <td>周星驰|吴孟达|罗家英|蓝洁瑛|莫文蔚|江约诚|陆树铭|刘镇伟|朱茵|李健仁|李宝龙</td>\n",
       "      <td>喜剧|爱情|奇幻|古装</td>\n",
       "      <td>中国香港|中国大陆</td>\n",
       "      <td>粤语|汉语普通话</td>\n",
       "      <td>2014-10-24(中国大陆)|1995-01-21(中国香港)</td>\n",
       "      <td>88分钟</td>\n",
       "      <td>9.0</td>\n",
       "      <td>孙悟空（周星驰）护送唐三藏（罗家英）去西天取经路上，与牛魔王合谋欲杀害唐三藏，并偷走了月光宝...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>https://movie.douban.com/subject/1298624/</td>\n",
       "      <td>马丁·布莱斯特</td>\n",
       "      <td>博·古德曼|乔瓦尼·阿尔皮诺</td>\n",
       "      <td>阿尔·帕西诺|克里斯·奥唐纳|詹姆斯·瑞布霍恩|加布里埃尔·安瓦尔|菲利普·塞默·霍夫曼|理...</td>\n",
       "      <td>剧情</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>1992-12-23(美国)</td>\n",
       "      <td>157 分钟</td>\n",
       "      <td>9.1</td>\n",
       "      <td>查理（克里斯•奥唐纳ChrisO'Donnell饰）是一个普通的中学生，他因为见证着一件恶作...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:42:08.328508Z",
     "start_time": "2024-08-24T07:42:08.321524Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "from pylab import mpl\n",
    "\n",
    "# 设置文件现在字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ],
   "id": "24096caa0fc48a49",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:42:10.664260Z",
     "start_time": "2024-08-24T07:42:10.526630Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 统计电影类型占比\n",
    "movies[\"genre\"].str.split(\"|\", expand=True).stack().value_counts().plot.pie()"
   ],
   "id": "35002ba5f091c5e4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:44:01.732762Z",
     "start_time": "2024-08-24T07:44:01.571193Z"
    }
   },
   "cell_type": "code",
   "source": "movies[\"city\"].str.split(\"|\", expand=True).stack().value_counts().plot.pie()",
   "id": "fb05b5055dbd01da",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:44:37.304119Z",
     "start_time": "2024-08-24T07:44:37.148533Z"
    }
   },
   "cell_type": "code",
   "source": "movies[\"language\"].str.split(\"|\", expand=True).stack().value_counts().plot.bar()",
   "id": "3eadf2b0067355e6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:46:35.342721Z",
     "start_time": "2024-08-24T07:46:35.183104Z"
    }
   },
   "cell_type": "code",
   "source": [
    "(movies[\"starring\"].str.split(\"|\", expand=True)\n",
    " .stack()\n",
    " .value_counts()\n",
    " .sort_values(ascending=False)\n",
    " .head(20).plot.bar())"
   ],
   "id": "d42187119a8c3f84",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:47:47.760594Z",
     "start_time": "2024-08-24T07:47:47.668808Z"
    }
   },
   "cell_type": "code",
   "source": "movies[\"score\"].value_counts().plot.bar()",
   "id": "308becccf03c67de",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAGkCAYAAACYU+eAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAY7ElEQVR4nO3dfZBVdf3A8c/C4kVoWVgQAVl1MR8GFQ3DaCzLxuwBkKEaB5wcpZzSMimVUTIljAFG86kG0wEfGlMc/8jQSrNCRU0lTTFcxFyBWUEb8GF3ebqoe35/NO60P7gkcr7evezrNXNnOvcevvfrx5l8c+7dPVVZlmUBAJBIj3JvAADYu4kNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBIqrrcG4iIaG9vj/Xr10dNTU1UVVWVezsAwAeQZVm0tbXFsGHDokeP0tcvukRsrF+/Purr68u9DQDgQ2hubo7hw4eXfL1LxEZNTU1E/Gez/fr1K/NuAIAPorW1Nerr6zv+O15Kl4iN9z866devn9gAgArzv74C4QuiAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhqt2Nj48aN0dDQEGvWrOl4bvHixTFixIiorq6OY489NlauXJnnHgGACrZbsbFx48YYP358p9BoamqKqVOnxrx582LdunVx2GGHxdlnn533PgGACrVbsTF58uQ4/fTTOz23cuXKmDdvXpx22mmx//77x7nnnhvPPvtsrpsEACrXbt31dcGCBdHQ0BDTpk3reG78+PGdzlm1alUceuihu1ynWCxGsVjsOG5tbd2dbQAAFWS3YqOhoWGXr2/fvj2uvvrquOCCC3Z53ty5c2PWrFm789YfyMGX/CH3NffEmnnjyr0FACi7XH8aZebMmdG3b9//+Z2NGTNmREtLS8ejubk5z20AAF3Ibl3Z2JUlS5bE/Pnz48knn4xevXrt8txCoRCFQiGvtwYAurBcrmysXr06pkyZEvPnz4+RI0fmsSQAsJfY4ysbW7dujfHjx8fEiRNj0qRJsWnTpoiI6Nu3b1RVVe3xBgGAyrbHVzYefPDBaGxsjAULFkRNTU3HY+3atXnsDwCocB/qykaWZR3/e+LEiZ2OAQD+m3ujAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASGq3Y2Pjxo3R0NAQa9as6XhuxYoVMWbMmBgwYEBMnz49sizLc48AQAXbrdjYuHFjjB8/vlNoFIvFmDBhQhx33HHx9NNPR2NjY9x22205bxMAqFS7FRuTJ0+O008/vdNz999/f7S0tMQ111wThxxySMyZMyduvvnmXDcJAFSu6t05ecGCBdHQ0BDTpk3reG758uUxduzY6NOnT0REjBo1KhobG3e5TrFYjGKx2HHc2tq6O9sAACrIbl3ZaGho2OG51tbWTs9XVVVFz54946233iq5zty5c6O2trbjUV9fvzvbAAAqyB7/NEp1dXUUCoVOz/Xu3Tu2bNlS8s/MmDEjWlpaOh7Nzc17ug0AoIvarY9Rdqauri5WrFjR6bm2trbYZ599Sv6ZQqGwQ6AAAHunPb6yMWbMmHjiiSc6jlevXh3FYjHq6ur2dGkAYC+wx7Fx4oknRmtra9x6660RETFnzpw4+eSTo2fPnnu8OQCg8u3xxyjV1dWxcOHCmDJlSkyfPj169OgRDz/8cA5bAwD2Bh8qNv7/bwg99dRTo6mpKZ555pkYO3ZsDBw4MJfNAQCVb4+vbLxvyJAhMW7cuLyWAwD2Em7EBgAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASCq32Fi4cGHU19dHnz594vOf/3y88soreS0NAFSwXGKjqakprrjiili8eHG8+OKLccghh8RZZ52Vx9IAQIXLJTaeffbZGDt2bIwePToOPPDA+Na3vhUvv/xyHksDABUul9gYOXJkLFmyJJ577rloaWmJG264Ib74xS/msTQAUOGq81hk5MiR8Y1vfCM+8YlPREREQ0NDPPXUUyXPLxaLUSwWO45bW1vz2AYA0AXlcmVj2bJlcd9998WTTz4Zb7/9dkyZMiW++tWvRpZlOz1/7ty5UVtb2/Gor6/PYxsAQBeUS2wsWrQoJk+eHJ/61KeitrY2Zs+eHU1NTbF8+fKdnj9jxoxoaWnpeDQ3N+exDQCgC8rlY5T29vbYuHFjx3FbW1ts2bIl3nvvvZ2eXygUolAo5PHWAEAXl0tsfPazn40zzzwzRo8eHfvvv38sXLgwhgwZEqNGjcpjeQCgguUSG1//+tdj5cqVcd1118Vrr70WRx11VNxzzz3Rq1evPJYHACpYLrFRVVUVl112WVx22WV5LAcA7EXcGwUASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSSWLj4osvjgkTJqRYGgCoMNV5L/j888/HDTfcEMuXL897aQCgAuV6ZaO9vT2+853vxI9+9KMYMWJEnksDABUq19i48cYb45///GccfPDBce+998b27dt3el6xWIzW1tZODwBg75TbxyibNm2KmTNnxogRI2Lt2rVx++23x+zZs+ORRx6Jfffdt9O5c+fOjVmzZuX11nwAB1/yh3JvoZM188aVewsdzKa0rjSbrjQXYPfkdmXjt7/9bWzevDkeeuihmDVrVvz5z3+Otra2uP3223c4d8aMGdHS0tLxaG5uzmsbAEAXk9uVjVdffTXGjh0bgwYN+s/C1dUxatSoePnll3c4t1AoRKFQyOutAYAuLLcrG8OHD4+tW7d2em7t2rVxwAEH5PUWAEAFyi02xo0bF42NjXHjjTfGq6++Gr/4xS9i+fLl8bWvfS2vtwAAKlBusTFw4MD44x//GL/+9a/jsMMOi+uvvz7uvvvuqK+vz+stAIAKlOsv9TrhhBPiiSeeyHNJAKDCuTcKAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACSVJDa+/OUvx2233ZZiaQCgwuQeG3fccUf86U9/yntZAKBC5Robb775Zlx44YVx+OGH57ksAFDBqvNc7MILL4xJkybF1q1b81wWAKhgucXGQw89FH/961/jhRdeiB/84Ae7PLdYLEaxWOw4bm1tzWsbAEAXk8vHKNu2bYvvfve78atf/Spqamr+5/lz586N2trajkd9fX0e2wAAuqBcYuNnP/tZjBkzJsaNG/eBzp8xY0a0tLR0PJqbm/PYBgDQBeXyMcqdd94ZGzZsiP79+0dExJYtW+Luu++OZcuWxQ033LDD+YVCIQqFQh5vDQB0cbnExqOPPhrvvvtux/FFF10UY8eOjbPOOiuP5QGACpZLbAwfPrzT8cc+9rEYNGhQDBo0KI/lAYAKluuPvr7Pbw8FAN7n3igAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkFR1uTcAUIkOvuQP5d5ChzXzxpV7C7BLrmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkJTYAACSEhsAQFJiAwBIKrfYWLx4cYwYMSKqq6vj2GOPjZUrV+a1NABQwXKJjaamppg6dWrMmzcv1q1bF4cddlicffbZeSwNAFS4XGJj5cqVMW/evDjttNNi//33j3PPPTeeffbZPJYGACpcdR6LjB8/vtPxqlWr4tBDD81jaQCgwuUSG/9t+/btcfXVV8cFF1xQ8pxisRjFYrHjuLW1Ne9tAABdRO4/jTJz5szo27fvLr+zMXfu3Kitre141NfX570NAKCLyDU2lixZEvPnz48777wzevXqVfK8GTNmREtLS8ejubk5z20AAF1Ibh+jrF69OqZMmRLz58+PkSNH7vLcQqEQhUIhr7cGALqwXGJj69atMX78+Jg4cWJMmjQpNm3aFBERffv2jaqqqjzeAgCoULl8jPLggw9GY2NjLFiwIGpqajoea9euzWN5AKCC5XJlY+LEiZFlWR5LAQB7GfdGAQCSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkqsu9AQD2Lgdf8odyb6HDmnnjyr2FTrrrbFzZAACSEhsAQFJiAwBISmwAAEmJDQAgKbEBACQlNgCApMQGAJCU2AAAkhIbAEBSYgMASEpsAABJiQ0AICmxAQAkJTYAgKTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJCU2AICkxAYAkFSusbFixYoYM2ZMDBgwIKZPnx5ZluW5PABQgXKLjWKxGBMmTIjjjjsunn766WhsbIzbbrstr+UBgAqVW2zcf//90dLSEtdcc00ccsghMWfOnLj55pvzWh4AqFDVeS20fPnyGDt2bPTp0yciIkaNGhWNjY07PbdYLEaxWOw4bmlpiYiI1tbWPdpDe3HLHv35vO3pP0+ezKY0symtK82mK80lwmx2xWxK29tm8/4a/+trE1VZTl+suPDCC2Pbtm0xf/78juf222+/eOmll2LAgAGdzv3pT38as2bNyuNtAYAya25ujuHDh5d8PbcrG9XV1VEoFDo917t379iyZcsOsTFjxoy44IILOo7b29vjzTffjIEDB0ZVVVVeW/pQWltbo76+Ppqbm6Nfv35l3UtXYzalmU1pZlOa2eycuZTW1WaTZVm0tbXFsGHDdnlebrFRV1cXK1as6PRcW1tb7LPPPjucWygUdgiT/v3757WVXPTr169L/IvsisymNLMpzWxKM5udM5fSutJsamtr/+c5uX1BdMyYMfHEE090HK9evTqKxWLU1dXl9RYAQAXKLTZOPPHEaG1tjVtvvTUiIubMmRMnn3xy9OzZM6+3AAAqUK7f2Vi4cGFMmTIlpk+fHj169IiHH344r+U/MoVCIWbOnLnDxzyYza6YTWlmU5rZ7Jy5lFaps8ntp1He9/rrr8czzzwTY8eOjYEDB+a5NABQgXKPDQCA/+ZGbABAUmIDAEhKbAAASYkNACApscFuufLKK7vcjY2AyrV06dJoa2sr9zYqxjvvvFPuLXwo3TY2Hn/88fjCF74QxxxzTMyaNSvee++9mD59egwcODAGDx4c5513Xmzbtq3c2yyLpUuXlnzMnj07HnjggVi6dGm5t1kW//73v+OMM86Io446KiZNmhQPPvhgp9c3b97sF9mxU4888kicccYZMXLkyOjfv38UCoWoqamJI444IqZNmxYbNmwo9xbL4vOf/3wceuihMW/evNiypevcEbXcTjnllNi6dWtE/OfO6N/73vdi8ODB0bt37xg2bFjMnj072tvby7zLD65b/ujrli1bor6+Ps4///wYPXp0zJ8/P1577bWIiLj++uujV69eccUVV0RDQ0PceOONZd7tR2/UqFHxwgsvxMEHHxwHHXRQp1sHP/bYY/HJT34y9t1331iyZEkZd1keJ510UrS3t8fUqVNj1apVcdNNN8VnPvOZuOWWW2LQoEGxefPmqKmpqaj/EyC96667Ln7zm9/E5ZdfHscff3z069cvevfuHW1tbfGPf/wjrrrqqnjppZfi+eefjz59+pR7ux+pHj16xHPPPRfz58+P3/3udzFlypQ455xz4ogjjij31sqqZ8+e8dZbb0W/fv1iypQpsXr16rjqqqti8ODB8be//S1+/OMfx3nnnReXXnppubf6wWTd0LJly7Ijjzyy43jTpk1Zv379sqVLl3Y8t3r16qyurq4c2yu7d955J5s9e3Y2YMCA7Morr8za29s7Xuvfv3+2du3aMu6uvHr16pWtW7eu4/iNN97IJk+enA0dOjRbunRptmnTpqxHjx5l3GH51NXVZT169Cj5qKqq6raz2W+//bKXX3655Ovbt2/P6urqsgceeOAj3FXX0KNHj6ylpSXLsixbv359dvnll2dDhw7Njj766GzmzJnZQw89lG3evLnMu/zoVVVVdcylb9++2YoVKzq9fs8992TDhg0rx9Y+lG75McpBBx0U69ati9dffz0iIvr27Rt33XVXnHDCCR3nLF++/APdyW5vVF1dHZdeemk89dRT8cADD8Txxx+/wx19u6tBgwbFqlWrOo7r6upi0aJFMXfu3JgwYUJcf/31ZdxdeT311FPx8Y9/PK666qp45ZVXdnisXr06XnnllXJvsywGDRoUd911V8nXH3300di0aVO3/9v80KFDY9asWfHqq6/GtddeG6+99lqceeaZXe6u4B+VdevWRUTEgAEDOl1hjojYb7/9Kuu7LuWunXK59tprs6FDh2b33XffDq9dffXVWU1NTbZo0aIy7KzrueWWW7IhQ4ZkP/nJT7La2tpufWXjpptuyoYMGZItXrx4h9f+/ve/Z0OHDu22f3vPsixramrKjjzyyGzNmjXl3kqX8vDDD2e1tbXZyJEjs+9///vZz3/+8+yXv/xldvnll2cnn3xy1qdPn+ymm24q9zbL4r//Bl9KU1PTR7SbrmPChAnZsGHDsmHDhmWDBw/OTjnllI7XHnvssWzMmDHZt7/97TLucPd0y+9svK+pqSmKxWKMHDmy0/N33313HH744XHMMceUaWddz4YNG+KHP/xhLFq0KNasWRMHHnhgubdUNo8//nj861//irPOOmuH1zZs2BCLFi2K888//6PfGF3axo0b44477ojly5dHa2trVFdXR11dXYwZMyZOPfXUbnsvqVmzZsWMGTNin332KfdWuqT169fHsmXL4sUXX4xLLrkkIiImT54cRx99dFx88cVRXZ3b/VST6taxAQCk1y2/swEAfHTEBgCQlNgAAJISGyW8++67ce+995Z7G12S2ZRmNqWZTWlmU5rZ7FylzcUXREtoa2uLUaNGxerVq8u9lS7HbEozm9LMpjSzKc1sdq7S5tLtY+Ptt9+Onj17Rk1NTbm30uWYTWlmU5rZlGY2pZnNzu0tc+m2H6O88cYbceKJJ8bAgQOjf//+MXbs2Ljzzjt3+C1t3ZHZlGY2pZlNaWZTmtns3N42l24bG+eff37069cvVqxYEY2NjXHSSSfFN7/5zTjqqKPivvvuK/f2yspsSjOb0symNLMpzWx2bq+bSxl+a2mXMGDAgKy5ubnTc5/+9Kezc845Jxs8eHD2uc99LnvmmWfKtLvyMpvSzKY0synNbEozm53b2+bSba9sHHDAAfHSSy91HGdZFtu2bYvp06fHmjVr4itf+Up86UtfKuMOy8dsSjOb0symNLMpzWx2bm+bS7f9guitt94a06ZNi6lTp8aBBx4Yv//976O9vT0eeeSRjnPefvvtbnm3QbMpzWxKM5vSzKY0s9m5vW0u3TY2IiL+8pe/xO233x4bN26M0aNHx0UXXdRtbyv//5lNaWZTmtmUZjalmc3O7U1z6daxAQCk122/swEAfDTEBgCQlNgAAJISGwBAUmIDAEhKbAAASYkNACApsQEAJPV/A8A2UrOri9wAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:50:36.403901Z",
     "start_time": "2024-08-24T07:50:36.366002Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 读取评价数据\n",
    "comments = pd.read_csv(\n",
    "    \"../../data/comments.txt\",\n",
    "    sep=\"\\t\",\n",
    "    header=None,\n",
    "    names=[\"id\", \"name\", \"comment_score\", \"comment_time\", \"user\", \"comment_content\"],\n",
    "    encoding=\"utf-8\"\n",
    ")\n",
    "comments"
   ],
   "id": "e033d12f0ccc34e1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           id    name comment_score         comment_time     user  \\\n",
       "0     1292052  肖申克的救赎             5  2008-02-27 21:43:23      如小果   \n",
       "1     1292052  肖申克的救赎             5  2005-10-28 00:28:07       犀牛   \n",
       "2     1292052  肖申克的救赎             5  2010-03-27 21:30:29  711|湯不餓   \n",
       "3     1292052  肖申克的救赎             5  2007-06-06 12:22:55     赫克托尔   \n",
       "4     1292052  肖申克的救赎             5  2006-06-20 03:18:55      艾小柯   \n",
       "...       ...     ...           ...                  ...      ...   \n",
       "2955  1298624   闻香识女人             4  2023-09-02 06:13:45      ice   \n",
       "2956  1298624   闻香识女人             5  2023-09-14 21:22:02      千亚夫   \n",
       "2957  1298624   闻香识女人             5  2018-05-17 22:28:07    春风不解意   \n",
       "2958  1298624   闻香识女人             3  2020-07-25 18:36:12   世界的焚像.   \n",
       "2959  1298624   闻香识女人             3  2013-04-09 10:38:02      曾于里   \n",
       "\n",
       "                                        comment_content  \n",
       "0                          恐惧让你沦为囚犯，希望让你重获自由。——《肖申克的救赎》  \n",
       "1     当年的奥斯卡颁奖礼上，被如日中天的《阿甘正传》掩盖了它的光彩，而随着时间的推移，这部电影在越...  \n",
       "2                                           策划了19年的私奔……  \n",
       "3                                             有种鸟是关不住的.  \n",
       "4                                          关于希望最强有力的注释。  \n",
       "...                                                 ...  \n",
       "2955                 经典无需多说，但让我对告密究竟怎么界定产生了困惑，至今无法逻辑自洽。  \n",
       "2956                                 如果人生被耽搁了，那就继续探戈下去吧  \n",
       "2957                                      一部散发着迷人芬芳的电影。  \n",
       "2958  几乎是阿尔帕西诺的方法派表演大秀，其通过标志性的外在肢体动作与夸张表情爆发作为程式化且具有延...  \n",
       "2959               重看，导演水准一般，节奏大有问题，事实证明，导演导完此片之后便一蹶不振了  \n",
       "\n",
       "[2960 rows x 6 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>comment_score</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>user</th>\n",
       "      <th>comment_content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>5</td>\n",
       "      <td>2008-02-27 21:43:23</td>\n",
       "      <td>如小果</td>\n",
       "      <td>恐惧让你沦为囚犯，希望让你重获自由。——《肖申克的救赎》</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>5</td>\n",
       "      <td>2005-10-28 00:28:07</td>\n",
       "      <td>犀牛</td>\n",
       "      <td>当年的奥斯卡颁奖礼上，被如日中天的《阿甘正传》掩盖了它的光彩，而随着时间的推移，这部电影在越...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-03-27 21:30:29</td>\n",
       "      <td>711|湯不餓</td>\n",
       "      <td>策划了19年的私奔……</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>5</td>\n",
       "      <td>2007-06-06 12:22:55</td>\n",
       "      <td>赫克托尔</td>\n",
       "      <td>有种鸟是关不住的.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1292052</td>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>5</td>\n",
       "      <td>2006-06-20 03:18:55</td>\n",
       "      <td>艾小柯</td>\n",
       "      <td>关于希望最强有力的注释。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2955</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-09-02 06:13:45</td>\n",
       "      <td>ice</td>\n",
       "      <td>经典无需多说，但让我对告密究竟怎么界定产生了困惑，至今无法逻辑自洽。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2956</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-09-14 21:22:02</td>\n",
       "      <td>千亚夫</td>\n",
       "      <td>如果人生被耽搁了，那就继续探戈下去吧</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2957</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>5</td>\n",
       "      <td>2018-05-17 22:28:07</td>\n",
       "      <td>春风不解意</td>\n",
       "      <td>一部散发着迷人芬芳的电影。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2958</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-07-25 18:36:12</td>\n",
       "      <td>世界的焚像.</td>\n",
       "      <td>几乎是阿尔帕西诺的方法派表演大秀，其通过标志性的外在肢体动作与夸张表情爆发作为程式化且具有延...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>1298624</td>\n",
       "      <td>闻香识女人</td>\n",
       "      <td>3</td>\n",
       "      <td>2013-04-09 10:38:02</td>\n",
       "      <td>曾于里</td>\n",
       "      <td>重看，导演水准一般，节奏大有问题，事实证明，导演导完此片之后便一蹶不振了</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2960 rows × 6 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T07:51:27.283584Z",
     "start_time": "2024-08-24T07:51:27.203800Z"
    }
   },
   "cell_type": "code",
   "source": "comments[comments[\"name\"] == \"肖申克的救赎\"][\"comment_score\"].value_counts().plot.bar()",
   "id": "a0cc5920ecf1d38b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAGWCAYAAADR4UEmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAWHklEQVR4nO3de2yddf3A8U8vrHNu69qOOMdK1i2MMM0Ul2qDzksyg1IG4i1W/GOYBfCaCFQ3bwiabiE60AQksLmGyEhIRPE2QNwmEgdmEyezg7gxoIjEKaOnpeNM2Pn9YTixjs12v3447fp6Jc8fz3OefvPpnmV97zmn51SVSqVSAAAkqa70AADAiU1sAACpxAYAkEpsAACpxAYAkEpsAACpxAYAkEpsAACpais9QETE4cOH4+mnn45p06ZFVVVVpccBAIahVCpFf39/zJ49O6qrj37/YkzExtNPPx3Nzc2VHgMAOA69vb0xZ86coz4+JmJj2rRpEfHvYadPn17haQCA4SgUCtHc3Fz+OX40YyI2Xn7qZPr06WIDAMaZ//USCC8QBQBSiQ0AIJXYAABSiQ0AIJXYAABSiQ0AIJXYAABSiQ0AIJXYAABSiQ0AIJXYAABSiQ0AIJXYAABSiQ0AINWY+Ij5V8Pclb+o9Aij4vE17ZUeAQBGxJ0NACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACDViGJj3bp10dzcHFOmTIl3v/vd8dhjj0VExK5du6K1tTUaGhqis7MzSqVSyrAAwPgz7NjYu3dvXH311XHnnXfGI488EvPnz4/ly5dHsViMZcuWxeLFi2P79u3R09MT3d3diSMDAOPJsGPjoYceira2tnjLW94Sp556anzyk5+MPXv2xKZNm6Kvry/Wrl0b8+fPj66urli/fn3mzADAODLs2Fi4cGFs3rw5/vjHP0ZfX1/ccMMN8d73vjd27twZbW1tMWXKlIiIWLRoUfT09KQNDACML7XDPXHhwoXx4Q9/OM4888yIiGhpaYkHH3ww1qxZEy0tLeXzqqqqoqamJg4cOBANDQ2vuFaxWIxisVjeLxQKxzs/ADDGDfvOxu9///v42c9+Fg888EA899xz0dHREeecc07U1tZGXV3dkHMnT54cg4ODR11r9erVUV9fX96am5uP/zsAAMa0YcfGbbfdFh/72MfibW97W9TX18e3vvWt2Lt3bzQ2Nsb+/fuHnNvf3x+TJk066lqrVq2Kvr6+8tbb23v83wEAMKYN+2mUw4cPxz/+8Y/yfn9/fwwODkZtbW1s27atfHzfvn1RLBajsbHxqGvV1dUdcTcEADgxDfvOxpIlS+KOO+6Ia6+9NjZu3Bgf+MAHYtasWfH5z38+CoVCbNiwISIiurq6YunSpVFTU5M2NAAwfgz7zsaHPvSh2L17d1x33XXxt7/9Ld74xjfGj3/84zjppJNi3bp10dHREZ2dnVFdXR1bt25NHBkAGE+qSqP0dp/PPPNM7NixI9ra2qKpqWlEX1soFKK+vj76+vpi+vTpozHOEeau/EXKuq+2x9e0V3oEAIiI4f/8Hvadjf9l1qxZ0d7uByEAMJQPYgMAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUh13bHzpS1+KZcuWlfd37doVra2t0dDQEJ2dnVEqlUZlQABgfDuu2PjTn/4UN9xwQ3z3u9+NiIhisRjLli2LxYsXx/bt26Onpye6u7tHc04AYJwacWwcPnw4Lr744vjCF74Q8+bNi4iITZs2RV9fX6xduzbmz58fXV1dsX79+lEfFgAYf0YcGzfeeGM8/PDDMXfu3PjpT38ahw4dip07d0ZbW1tMmTIlIiIWLVoUPT09oz4sADD+jCg2BgYG4sorr4x58+bFE088Eddee2284x3viEKhEC0tLeXzqqqqoqamJg4cOPCK6xSLxSgUCkM2AODENKLYuOOOO+L555+PLVu2xFVXXRW/+tWvor+/P37wgx9EXV3dkHMnT54cg4ODr7jO6tWro76+vrw1Nzcf/3cAAIxpI4qNp556Ktra2mLmzJkREVFbWxuLFi2K5557Lvbv3z/k3P7+/pg0adIrrrNq1aro6+srb729vcc5PgAw1o0oNubMmRMHDx4ccuyJJ56I6667LrZt21Y+tm/fvigWi9HY2PiK69TV1cX06dOHbADAiWlEsdHe3h49PT1x4403xlNPPRXf+973YufOnfHBD34wCoVCbNiwISIiurq6YunSpVFTU5MyNAAwftSO5OSmpqb45S9/GVdccUVcdtll8frXvz5uv/32aG5ujnXr1kVHR0d0dnZGdXV1bN26NWlkAGA8GVFsRES8/e1vH/KUycvOO++82Lt3b+zYsSPa2tqiqalpVAYEAMa3EcfGscyaNSva29tHc0kAYJzzQWwAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQCqxAQCkEhsAQKrjjo33ve990d3dHRERv/nNb+KMM86ImTNnxtq1a0drNgDgBHBcsXHrrbfG3XffHRER+/fvj/POOy86Ojpi27Ztceutt8aWLVtGdUgAYPwacWw8++yzcfnll8fpp58eEf8Oj9mzZ8fXvva1OO200+LrX/96rF+/ftQHBQDGp9qRfsHll18eF1xwQRw8eDAiInbu3Bnvec97oqqqKiIi3vrWt8bKlSuPuUaxWIxisVjeLxQKIx0DABgnRnRnY8uWLfHrX/86rrnmmvKxQqEQLS0t5f3p06fH008/fcx1Vq9eHfX19eWtubl5hGMDAOPFsGPjhRdeiEsuuSS+//3vx7Rp08rHa2tro66urrw/efLkGBwcPOZaq1atir6+vvLW29t7HKMDAOPBsJ9G+eY3vxmtra3R3t4+5HhjY2Ps37+/vN/f3x+TJk065lp1dXVDAgUAOHENOzY2btwY+/fvjxkzZkRExODgYNx+++0REXHWWWeVz3vooYfilFNOGd0pAYBxa9ix8dvf/jZefPHF8v4VV1wRbW1tsXz58mhubo5777033vWud8U111wTZ599dsqwAMD4M+zYmDNnzpD9qVOnxsyZM2PmzJlx7bXXxjnnnBNTp06NGTNmlN/sCwBgxL/6+rL/DIpLL700zj777HjkkUdiyZIlMXXq1NGYDQA4ARx3bPy3lpaWIb8CCwAQ4YPYAIBkYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUYgMASCU2AIBUI4qNO++8M+bNmxe1tbXx5je/OXbv3h0REbt27YrW1tZoaGiIzs7OKJVKKcMCAOPPsGNj7969cdFFF8WaNWvir3/9ayxYsCBWrFgRxWIxli1bFosXL47t27dHT09PdHd3J44MAIwnw46N3bt3x5o1a+KjH/1ovO51r4tPfepT8dBDD8WmTZuir68v1q5dG/Pnz4+urq5Yv3595swAwDhSO9wTzz333CH7jz76aJx22mmxc+fOaGtriylTpkRExKJFi6Knp+eYaxWLxSgWi+X9QqEwkpkBgHHkuF4geujQofjOd74Tl156aRQKhWhpaSk/VlVVFTU1NXHgwIGjfv3q1aujvr6+vDU3Nx/PGADAOHBcsXHllVfGa1/72lixYkXU1tZGXV3dkMcnT54cg4ODR/36VatWRV9fX3nr7e09njEAgHFg2E+jvGzz5s1x/fXXxwMPPBAnnXRSNDY2xq5du4ac09/fH5MmTTrqGnV1dUcECgBwYhrRnY19+/ZFR0dHXH/99bFw4cKIiGhtbY1t27YNOadYLEZjY+PoTgoAjEvDjo2DBw/GueeeG+eff35ccMEFMTAwEAMDA7FkyZIoFAqxYcOGiIjo6uqKpUuXRk1NTdrQAMD4MeynUe65557o6emJnp6euPnmm8vH9+3bF+vWrYuOjo7o7OyM6urq2Lp1a8asAMA4NOzYOP/884/6zqBz586NvXv3xo4dO6KtrS2amppGbUAAYHwb8QtEj2bWrFnR3t4+WssBACcIH8QGAKQSGwBAKrEBAKQSGwBAKrEBAKQSGwBAKrEBAKQSGwBAKrEBAKQSGwBAKrEBAKQSGwBAKrEBAKQatU99hZGYu/IXlR7h/+3xNT7lGGA43NkAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFKJDQAgldgAAFLVVnoAoLLmrvxFpUf4f3t8TXulRwCOwZ0NACCV2AAAUokNACCV12wAjBEnwutnIryGhiO5swEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApBIbAEAqsQEApKodrYV27doVF110UezZsydWrFgR11xzTVRVVY3W8gDwqpm78heVHmFUPL6mvdIjRMQo3dkoFouxbNmyWLx4cWzfvj16enqiu7t7NJYGAMa5UYmNTZs2RV9fX6xduzbmz58fXV1dsX79+tFYGgAY50blaZSdO3dGW1tbTJkyJSIiFi1aFD09PUc9v1gsRrFYLO/39fVFREShUBiNcV7R4eJg2tqvpsw/o1fTiXA9XIuxw7UYW06E6+FajGz9Uql0zPNGJTYKhUK0tLSU96uqqqKmpiYOHDgQDQ0NR5y/evXquOqqq4443tzcPBrjnNDqr6v0BLzMtRg7XIuxxfUYO16ta9Hf3x/19fVHfXxUYqO2tjbq6uqGHJs8eXIMDg6+YmysWrUqLrvssvL+4cOH49lnn42mpqZx+6LSQqEQzc3N0dvbG9OnT6/0OBOaazG2uB5jh2sxdpwo16JUKkV/f3/Mnj37mOeNSmw0NjbGrl27hhzr7++PSZMmveL5dXV1R8TJjBkzRmOUips+ffq4/otzInEtxhbXY+xwLcaOE+FaHOuOxstG5QWira2tsW3btvL+vn37olgsRmNj42gsDwCMY6MSG+985zujUCjEhg0bIiKiq6srli5dGjU1NaOxPAAwjo3aazbWrVsXHR0d0dnZGdXV1bF169bRWHrcqKuriyuvvPKIp4d49bkWY4vrMXa4FmPHRLsWVaX/9fsqI/DMM8/Ejh07oq2tLZqamkZrWQBgHBvV2AAA+G8+iA0ASCU2AIBUYgMASCU2RsHAwED85S9/iRdeeKHSo/AfPvvZz8azzz5b6TH4D08++WSlR5jQCoVCDAwMVHqMCeuGG26YsH/+YmOEFixYEM8//3xERPT29sb73//+mDFjRpx++ukxbdq0WLFiRRw8eLDCU04ct9xyy1G37u7u6O7ujltuuaXSY04Ijz76aCxZsiSmTp0aZ555Ztx0003x0ksvlR9//vnnh3yGEnl+9KMfRUtLS9TX18dFF10UhUIhPvKRj0RDQ0M0NDTEueeeG//85z8rPeaE89WvfnXC/gdIbIzQnj17yv+AXnzxxVFbWxv79u2LgwcPxj333BP3339/fOUrX6nwlBPHbbfdFsuXL481a9bE1q1bY8uWLeXtX//6V2zbtm3CvedLpXR0dMTs2bPj5z//eVxyySXx7W9/O1pbW+PRRx8tn+OX3/I999xzsXz58vjGN74R999/f1RVVcUZZ5wR+/fvj71798bjjz8eM2fOjM985jOVHnXCmdB//0uMSHV1dalQKJRKpVLpNa95TWnPnj1DHr/77rtLM2fOrMRoE9YPf/jD0qxZs0qf/vSnSwMDA+XjM2bMKD3xxBMVnGxiqa2tLf39738v7x86dKi0cuXKUn19fenWW28tDQwMlKqrqys44cTw4IMPlhYtWlTeP3ToUKmpqan0hz/8oXyst7e3VF9fX4HpJraJ/G+SOxsjVCqV4ne/+10MDg7GKaeccsStyNra2njxxRcrNN3EdOGFF0ZPT08cPHgw3vCGN8Rdd91V6ZEmpFNPPTXuu+++8v5JJ50Uq1evjjvuuCMuu+yyuPzyyys43cRx+umnx5NPPhl//vOfI+Lf12Hz5s1x5plnls+56667Ys6cOZUakYmo0rUz3nzuc58rnXXWWaX6+vrStGnTSq2treXHNm7cWJo3b17py1/+cgUnnNg2b95cWrBgQekTn/hEadq0aRP2fxGV8JOf/KTU2NhYuvnmm4947LHHHistXLjQnY1Xye233146+eSTSxs3bjzisc7OzlJ9fX3p3nvvrcBkE9tEvrPhHUSP00svvRQPP/xw9PT0xMc//vGIiPjiF78Yb3rTm+LCCy+s8HQTW7FYjKuvvjpuu+22uP/++2P27NmVHmnCeOyxx2L37t3R3t5+xGMvvPBC3HPPPXHeeedVYLKJp1AoRKFQOOIOxn333RcLFiyIWbNmVWiyieuCCy6Im266KU4++eRKj/KqExsAQCqv2QAAUokNACCV2AAAUokNACCV2AAAUokNACCV2AAAUokNACDV/wH9Cjgo8RhkvQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T08:33:18.501994Z",
     "start_time": "2024-08-24T08:33:18.495013Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 分词器\n",
    "# pip install jieba\n",
    "import jieba\n",
    "import jieba.analyse\n",
    "\n",
    "# 读取停留词文件\n",
    "with open(\"stopwords.txt\", mode=\"r\", encoding=\"utf-8\") as f:\n",
    "    stopwords = [word.strip() for word in f.readlines()]\n",
    "\n",
    "text = \"一部没有女主，没有爱情，没有特技的好片子，也是很多大学英语老师喜欢放给学生看的片\"\n",
    "print(list(filter(lambda word: word not in stopwords, jieba.lcut(text))))\n"
   ],
   "id": "8e3bfd0bb1314334",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['一部', '女主', '爱情', '特技', '片子', '大学', '英语老师', '喜欢', '放', '学生', '片']\n"
     ]
    }
   ],
   "execution_count": 65
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T08:39:32.790842Z",
     "start_time": "2024-08-24T08:39:30.498934Z"
    }
   },
   "cell_type": "code",
   "source": [
    "word_count = (comments[\"comment_content\"]\n",
    "              .apply(\n",
    "    lambda word: \"|\".join(list(filter(lambda word: word not in stopwords, jieba.lcut(word)))))  # 使用jieba分词器对评价进行分词\n",
    "              .str\n",
    "              .split('|', expand=True)\n",
    "              .stack()\n",
    "              .value_counts()\n",
    "              )\n",
    "word_count"
   ],
   "id": "2956515d9db88e4c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "电影      876\n",
       "说       308\n",
       "故事      288\n",
       "中       277\n",
       "世界      259\n",
       "       ... \n",
       "总体而言      1\n",
       "那日        1\n",
       "竟是        1\n",
       "离家        1\n",
       "导完        1\n",
       "Length: 15675, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 70
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-24T08:39:50.578337Z",
     "start_time": "2024-08-24T08:39:50.463646Z"
    }
   },
   "cell_type": "code",
   "source": "word_count.head(20).plot.pie()",
   "id": "37ed0899dcd1e0b0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 71
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "815352b1d57a6cdb"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
